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credit-card-clients

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train · 30k rows

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ID int64 1 30k	LIMIT_BAL float64 10k 1M	SEX int64 1 2	EDUCATION int64 0 6	MARRIAGE int64 0 3	AGE int64 21 79	PAY_0 int64 -2 8	PAY_2 int64 -2 8	PAY_3 int64 -2 8	PAY_4 int64 -2 8	PAY_5 int64 -2 8	PAY_6 int64 -2 8	BILL_AMT1 int64 -165,580 965k	BILL_AMT2 float64 -69,777 984k	BILL_AMT3 float64 -157,264 1.66M	BILL_AMT4 int64 -170,000 892k	BILL_AMT5 float64 -81,334 927k	BILL_AMT6 float64 -339,603 962k	PAY_AMT1 float64 0 874k	PAY_AMT2 float64 0 1.68M	PAY_AMT3 float64 0 896k	PAY_AMT4 float64 0 621k	PAY_AMT5 float64 0 427k	PAY_AMT6 float64 0 529k	default.payment.next.month int64 0 1
9,401	50,000	1	2	1	34	0	0	0	0	0	0	44,849	41,873	28,077	18,291	16,886	27,476	2,550	1,636	1,000	1,000	1,000	1,000	1
9,402	120,000	2	3	1	54	0	0	0	0	0	0	67,094	69,010	70,683	71,504	73,230	73,613	3,000	3,000	2,300	2,600	2,500	1,500	0
9,403	80,000	2	1	2	24	-1	-1	-1	-1	-1	-1	329	49	317	827	390	120	500	320	900	400	120	400	0
9,404	340,000	2	2	2	39	0	0	0	0	0	0	132,749	134,235	128,079	64,598	12,014	710	5,290	6,706	3,003	241	712	43,974	0
9,405	110,000	2	2	2	23	0	0	0	0	0	0	111,271	111,532	107,998	79,211	77,881	80,628	6,000	4,016	3,000	3,000	4,000	4,000	0
9,406	90,000	2	2	1	42	-1	-1	-2	-2	-1	-1	390	0	-390	-780	780	0	0	0	0	1,560	0	0	0
9,407	10,000	1	2	2	26	0	0	0	0	-1	-1	2,989	3,454	2,917	1,473	390	1,320	2,000	1,000	29	390	1,320	0	1
9,408	160,000	1	2	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,409	170,000	1	1	2	34	1	2	2	2	0	0	23,535	22,876	25,674	24,963	25,640	26,278	0	3,503	0	1,078	1,215	1,000	0
9,410	440,000	2	2	1	28	-2	-2	-2	-2	-2	-2	8,325	-4,341	-15,641	7,059	-4,220	-16,370	0	752	34,000	284	3,650	52,719	0
9,411	310,000	1	1	2	32	0	0	0	0	0	-1	6,023	23,782	26,024	26,201	20,896	6,579	18,000	3,000	1,500	500	6,579	40,200	0
9,412	110,000	1	2	1	55	0	0	0	0	0	0	106,670	108,727	107,386	78,268	75,846	75,685	6,000	3,300	3,012	3,008	3,000	3,069	0
9,413	50,000	1	3	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,414	100,000	2	1	1	39	2	2	2	2	2	2	97,284	99,542	99,898	99,786	97,670	100,959	4,700	2,950	3,100	5	6,170	7	1
9,415	350,000	2	1	2	29	0	0	0	0	0	0	42,518	31,386	24,540	22,187	12,900	7,938	1,740	1,000	452	448	2,000	8,206	0
9,416	310,000	2	2	2	27	1	2	0	0	2	0	192,910	188,501	190,938	202,835	199,417	203,830	0	7,000	15,001	1	8,001	8,001	0
9,417	120,000	2	2	1	40	0	0	0	0	0	0	109,399	109,397	36,850	37,739	38,381	39,142	3,900	1,700	1,500	1,400	1,400	1,500	0
9,418	50,000	2	3	1	25	1	-1	0	0	0	0	-1,159	40,819	11,143	9,580	9,793	8,768	48,000	3,009	1,000	321	2,000	1,000	0
9,419	300,000	1	1	2	32	1	2	2	-1	0	0	10,566	11,293	12,000	3,458	56,338	56,735	1,200	1,200	9,427	55,000	2,000	2,000	0
9,420	130,000	2	2	2	29	2	2	0	0	0	-1	172,094	156,589	145,398	136,115	138,893	127,502	0	3,300	2,500	2,778	130,000	3,689	0
9,421	260,000	1	1	2	30	-1	-1	-1	-1	-1	-1	1,943	855	7,288	1,055	710	755	855	7,288	1,055	710	755	955	0
9,422	490,000	1	1	2	35	-2	-2	-2	-2	-2	-2	-13	2,639	1,610	1,231	1,419	14,143	2,652	1,618	1,237	1,426	14,214	11,493	0
9,423	500,000	1	1	1	43	-1	-1	-1	0	0	-1	14,872	53,132	74,478	61,069	37,369	2,581	53,421	74,559	1,343	907	2,592	42,767	0
9,424	30,000	2	1	2	25	-2	-2	-2	-2	-2	-2	9,634	4,476	8,830	8,153	6,422	500	7	7,002	13	155	1	0	0
9,425	60,000	2	1	2	31	0	0	0	0	2	0	32,632	34,099	35,525	38,820	38,066	39,681	2,000	2,000	3,900	0	2,400	1,500	1
9,426	140,000	2	2	1	45	0	0	0	2	2	2	55,444	57,549	60,971	61,374	63,243	64,554	3,000	5,000	2,000	3,000	2,500	0	0
9,427	180,000	2	1	2	30	0	0	0	0	2	2	149,525	152,460	154,206	135,881	130,728	123,155	7,320	6,100	9,710	4,800	0	4,300	0
9,428	20,000	1	1	2	23	0	0	0	0	0	-2	18,436	19,219	6,140	6,140	0	0	1,500	1,000	0	0	0	0	0
9,429	50,000	2	2	1	29	0	0	2	2	2	0	40,117	45,598	44,570	47,133	46,249	47,179	6,138	0	3,618	0	1,850	1,862	1
9,430	400,000	2	2	2	30	2	0	0	0	0	0	24,054	25,381	26,085	26,779	29,283	29,764	1,624	1,328	1,022	3,000	1,000	1,171	0
9,431	20,000	1	3	2	24	1	-1	0	0	0	2	0	5,536	18,884	18,059	18,163	16,990	5,536	14,000	137	500	0	0	0
9,432	430,000	2	2	1	43	-1	-1	-1	0	0	0	8,894	11,198	14,861	13,846	13,451	16,162	11,198	14,861	1,400	951	14,082	14,482	0
9,433	400,000	2	1	1	32	-2	-2	-2	-2	-2	-1	110	532	2,651	0	644	636	587	2,651	0	644	636	572	0
9,434	200,000	2	2	2	36	-1	-1	-1	-1	-1	-1	694	2,695	660	2,315	1,290	5,745	2,721	660	2,315	1,290	5,745	0	1
9,435	10,000	2	2	2	22	-1	-1	0	0	0	0	656	8,748	9,644	9,541	8,971	9,645	10,128	1,200	400	323	1,600	300	0
9,436	80,000	1	3	2	43	2	2	0	0	-1	-1	76,292	77,465	78,834	12,577	18,376	23,766	3,006	5,250	33	18,431	23,944	28,457	0
9,437	140,000	2	1	2	28	0	0	0	0	0	0	115,743	117,357	112,527	91,802	94,114	91,201	5,000	5,000	3,600	4,000	4,000	4,000	0
9,438	20,000	2	2	2	28	2	2	0	0	0	0	24,611	18,920	13,124	18,859	19,828	36,666	0	1,200	7,500	1,015	15,000	0	1
9,439	340,000	2	2	1	33	2	-1	-1	-1	-1	-1	411	10,983	8,548	11,190	8,210	7,981	11,038	8,591	11,246	8,251	8,021	0	0
9,440	230,000	2	2	1	44	-1	-1	-1	-1	-1	-1	5,630	390	5,090	19,394	205	0	390	5,090	19,394	0	3,916	3,916	1
9,441	120,000	2	2	1	37	-1	2	0	0	0	0	200	200	42,200	42,000	42,000	0	0	42,000	200	0	0	0	0
9,442	210,000	2	1	1	34	0	0	0	0	0	0	8,011	5,832	7,906	5,111	2,069	0	1,126	2,400	200	205	0	0	0
9,443	80,000	2	1	2	25	0	0	0	0	0	0	45,392	46,723	41,986	40,060	38,124	37,140	5,000	2,000	2,000	2,000	3,000	2,000	0
9,444	150,000	1	1	2	31	-1	-1	-1	-1	0	0	3,084	-1	600	4,102	4,102	6,121	0	601	4,102	0	2,019	5,515	0
9,445	130,000	2	2	1	53	0	0	0	0	0	0	126,750	119,997	108,738	71,835	62,539	61,906	5,996	4,148	2,477	2,346	2,640	30,000	0
9,446	20,000	1	1	2	35	-1	2	2	-1	0	0	17,007	16,200	0	8,303	8,519	9,371	0	0	8,303	500	1,000	460	1
9,447	200,000	2	2	1	29	0	0	0	0	0	-2	204,541	170,572	80,620	82,300	0	0	7,186	3,900	3,900	0	0	0	0
9,448	200,000	1	1	2	29	-1	-1	-1	-1	-1	-1	99	99	99	99	99	348	99	99	99	99	348	0	0
9,449	80,000	2	1	2	22	0	0	0	0	0	0	78,028	79,347	76,022	58,897	54,512	51,937	3,200	2,229	1,900	4,000	5,000	21,000	0
9,450	80,000	1	2	2	30	-1	-1	-1	-1	-1	-2	2,688	2,208	0	1,000	0	0	2,208	0	1,000	0	0	0	1
9,451	500,000	1	1	1	44	-1	-1	-1	-1	-1	-1	150,758	62,931	21,296	19,897	4,460	4,195	63,256	21,408	19,996	4,482	4,212	16,748	0
9,452	50,000	1	2	1	43	2	2	2	2	2	2	15,641	15,105	16,545	16,977	16,563	17,688	0	2,000	1,000	0	1,400	0	1
9,453	200,000	2	1	1	44	-1	-1	-1	-1	-1	-1	798	4,130	6,952	827	1,426	763	4,150	6,952	827	1,426	763	870	0
9,454	80,000	1	2	1	45	0	0	0	0	-2	-2	4,089	5,015	2,521	531	9,766	10,042	1,042	1,000	531	9,354	438	200	0
9,455	50,000	1	2	2	26	0	0	0	0	0	0	47,169	48,197	47,738	47,676	46,694	47,807	1,804	1,746	1,681	1,695	1,890	4,005	0
9,456	130,000	1	2	2	37	0	0	0	0	0	0	117,471	104,341	96,395	82,476	84,205	84,162	3,857	3,734	2,924	3,029	3,009	3,116	0
9,457	310,000	2	1	1	35	-1	-1	0	0	0	0	2,948	62,593	152,141	125,325	109,142	103,020	62,635	100,042	4,017	9,184	4,081	6,042	0
9,458	190,000	1	2	1	37	2	-1	0	0	-1	2	2,461	8,040	9,640	0	5,100	2,350	8,040	2,000	0	5,100	0	2,792	1
9,459	100,000	1	2	2	29	0	0	0	0	0	0	70,878	72,753	58,789	53,091	55,229	57,144	3,100	2,640	2,000	3,000	3,000	3,000	1
9,460	230,000	2	1	1	38	-1	-1	0	0	0	0	2,130	62,469	62,583	59,047	52,574	43,723	62,469	5,000	2,000	5,000	5,000	3,000	0
9,461	70,000	2	2	2	25	0	0	0	0	0	0	66,174	67,555	25,059	26,834	14,112	28,191	3,000	2,000	2,400	2,012	14,500	3,000	1
9,462	500,000	2	1	1	30	0	0	-1	0	0	-1	8,371	8,759	5,574	10,403	2,293	2,702	1,015	5,584	6,348	46	2,702	4,648	0
9,463	50,000	1	2	1	36	2	2	2	2	0	0	49,732	48,658	51,802	50,737	48,763	50,908	0	4,000	7	1,900	3,903	2	1
9,464	120,000	1	2	2	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,465	80,000	2	2	1	39	0	0	0	0	0	0	51,644	53,177	52,446	49,999	41,411	42,328	3,000	2,037	2,000	1,499	2,000	1,623	0
9,466	50,000	2	2	1	34	0	0	2	0	0	0	11,367	10,982	10,243	10,826	11,699	10,146	3,000	1,000	1,000	1,000	2,000	2,000	0
9,467	350,000	1	2	2	51	0	0	0	0	0	0	39,943	40,859	45,398	50,634	60,540	65,074	1,859	5,398	5,634	10,540	5,096	2,296	0
9,468	60,000	2	2	2	29	0	0	0	0	0	2	60,000	60,594	57,606	33,159	36,183	27,572	3,100	2,000	3,000	3,800	0	2,000	0
9,469	200,000	2	1	1	47	-1	-1	-1	-1	-1	-1	935	1,418	-2	120	150	928	1,418	0	122	300	928	464	1
9,470	50,000	2	2	2	23	0	0	0	0	0	0	45,078	44,291	39,408	29,689	23,879	23,355	3,000	3,000	947	1,000	837	866	0
9,471	90,000	2	2	1	43	-2	-2	-2	-2	-2	-2	7,489	5,798	15,112	0	0	0	5,833	15,114	0	0	0	0	0
9,472	360,000	1	2	2	31	-1	-1	-1	0	0	-1	744	9,613	18,748	18,694	11,606	7,516	9,667	18,781	6,729	58	7,553	8,758	0
9,473	440,000	2	2	2	25	2	2	0	0	0	0	225,416	220,405	226,731	231,456	237,707	243,555	0	10,000	10,000	10,000	10,000	10,000	1
9,474	170,000	2	2	1	52	0	0	0	0	0	0	168,516	168,529	169,956	119,844	117,944	118,163	6,791	7,333	4,218	4,269	4,481	4,144	0
9,475	190,000	2	2	1	33	0	0	0	0	0	0	142,272	143,386	141,711	142,569	141,733	142,982	8,007	8,000	8,000	5,500	5,339	5,058	0
9,476	290,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
9,477	210,000	1	1	2	37	1	-1	-1	-2	-2	-1	0	1,422	0	0	0	478	1,422	0	0	0	478	0	0
9,478	20,000	1	1	2	24	0	-1	-1	-1	-1	-1	3,395	2,296	396	396	8,972	3,984	2,296	396	396	8,972	3,984	396	1
9,479	400,000	2	1	1	35	-2	-2	-2	-2	-2	-1	10,043	17,883	9,322	15,693	5,588	10,161	18,057	9,368	15,771	5,616	10,173	10,077	0
9,480	360,000	2	1	1	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
9,481	250,000	1	1	1	53	1	-1	-1	-1	-1	-1	0	4,190	21,500	0	10,180	7,680	4,190	25,690	0	10,180	7,680	0	1
9,482	30,000	1	2	1	30	0	0	0	0	0	-2	27,836	28,998	29,480	29,500	0	0	2,000	1,200	1,000	0	1,500	0	0
9,483	280,000	2	1	1	47	0	0	0	0	-1	0	257,561	270,827	212,405	194,345	161,084	174,622	20,000	15,000	0	161,084	15,000	20,000	0
9,484	70,000	2	3	1	59	2	2	2	2	2	2	68,766	70,772	71,622	68,443	72,210	70,267	3,700	2,604	0	5,001	9	2,603	1
9,485	70,000	1	1	2	26	0	0	0	-1	0	0	35,666	18,116	18,397	17,262	24,921	0	5,000	17,831	17,262	15,001	0	11,672	0
9,486	20,000	1	2	2	47	0	0	2	0	0	0	14,591	16,254	16,686	17,406	18,123	19,680	1,900	1,000	1,000	1,000	1,864	1,000	0
9,487	350,000	1	1	2	32	-1	-1	0	0	-1	-1	15,179	4,981	19,194	4,389	1,717	4,066	4,983	15,084	2,028	1,725	4,086	2,476	0
9,488	200,000	2	1	2	37	0	0	0	0	-1	0	21,111	25,562	8,603	28,692	29,019	43,308	5,000	5,000	20,089	30,000	15,093	15,051	0
9,489	90,000	1	3	2	25	0	0	0	0	-2	-2	6,822	6,995	7,884	0	0	0	1,172	1,061	0	0	0	193	1
9,490	100,000	2	1	1	52	0	0	0	0	0	0	4,740	3,584	3,609	3,381	3,666	2,233	2,000	2,000	2,054	2,000	0	975	0
9,491	50,000	2	2	1	22	0	0	0	0	0	0	48,255	41,550	35,553	23,711	25,975	900	2,400	1,842	1,000	1,928	900	31,150	0
9,492	280,000	2	3	1	51	-2	-2	-2	-2	-2	-2	2,158	0	0	0	0	0	0	0	0	0	0	0	0
9,493	50,000	1	3	1	38	1	5	4	3	2	0	51,106	50,059	48,988	47,917	47,020	48,027	0	0	0	0	1,943	1,727	1
9,494	120,000	2	2	2	29	-2	-2	-2	-2	-2	-2	3,570	3,362	0	0	0	0	0	0	0	0	0	6,330	1
9,495	100,000	1	3	2	25	2	2	2	0	0	0	96,889	102,893	99,176	80,358	75,007	76,805	8,513	128	3,011	3,000	3,200	3,400	1
9,496	130,000	1	2	2	29	-1	-1	-1	-1	-1	-1	3,920	3,848	942	942	768	-174	4,000	942	942	768	0	0	0
9,497	200,000	2	1	2	30	0	0	0	0	0	0	196,845	189,104	183,255	147,612	148,088	99,985	8,990	7,000	5,500	6,000	4,220	3,610	0
9,498	350,000	1	1	2	34	0	0	0	0	0	0	147,070	109,978	77,151	73,814	79,692	79,949	7,331	10,000	5,000	10,000	5,000	5,000	0
9,499	20,000	2	1	2	44	0	0	0	0	0	0	19,018	18,581	19,864	20,181	20,210	20,043	1,327	2,000	1,000	710	1,043	1,000	0
9,500	150,000	2	1	2	32	0	0	0	0	0	2	125,995	127,467	130,080	131,238	141,612	140,868	5,000	4,723	3,323	11,086	0	4,000	0

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